Abstract / Description of output
Representing and reasoning with uncertain information is a common topic in Artificial Intelligence. In this paper, we focus on probability-possibility transformations in the context of changing operations and graphical models. Existing works mainly propose probability-possibility transformations satisfying some desirable properties. Regarding the analysis of the behavior of these transformations with respect to changing operations (such as conditioning and marginalization), only few works addressed such issues. This paper concerns the commutativity of transformations with respect to some reasoning tasks such as marginalization and conditioning. Another crucial issue addressed in this paper is the one of probability-possibility transformations in the context of graphical models, especially the independence of events and variables.
Original language | English |
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Title of host publication | Proceedings of the 13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU’15), 2015 |
Place of Publication | Compiegne, France |
Publisher | Springer |
Number of pages | 10 |
Publication status | Published - 2015 |
Event | 13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty - Compiegne, France Duration: 15 Jul 2015 → 17 Jul 2015 https://ecsqaru2015.hds.utc.fr/ |
Conference
Conference | 13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty |
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Abbreviated title | ECSQARU 2015 |
Country/Territory | France |
City | Compiegne |
Period | 15/07/15 → 17/07/15 |
Internet address |